Crude oil and gasoline are in their potentially weakest position since January.
James Halliday @Flickr
This guest article was written by James Hyerczyk, financial analyst at FX Empire.
September gasoline futures plunged last week to close at $1.3848, down $0.1352 or -8.89%. This was up from a low of $1.3672, which was its lowest level since April 7.
On Thursday, July 7, the market plunged 4.84% after the release of the U.S. Energy Information Administration’s weekly inventories report that was delayed one day because of the July 4 holiday.
According to the EIA, U.S. commercial crude stockpiles fell by 2.2 million barrels to a total of 524.4 million in the week through July 1. Traders were looking for a drawdown of 2.3 million barrels, far less than the 6.7 million-barrel draw reported by trade group the American Petroleum Institute for the same period on July 6.
Crude oil futures traders also reacted negatively to the EIA’s gasoline inventory drawdown that was just about a third of market expectations.
Helping to put a cap on crude oil recently has been the lack of demand for gasoline with many traders fearing a glut of the motor fuel, despite the busiest season for driving in the U.S. Thursday’s report confirmed this notion when the government report showed inventories fell less than expected, slipping 122,000 barrels versus forecasts of 353,000 barrels.
Crude oil futures were helped a little by the news that weekly U.S. production fell by 194,000 barrels per day, however many traders feel that monthly data that operates on a significant lag is more accurate.
The EIA report also showed that gasoline supplies rose by 46,000 barrels per day to more than 9.75 million barrels per day.
Crude oil has been struggling for several weeks to hold onto its gains. While many investors have been focusing on the traditional supply/demand fundamentals, the wildfires in Canada and the terrorist attacks in Nigeria, a steep drop in gasoline prices have been gnawing at crude oil support.
Profit for turning crude oil into gasoline, known as the gasoline 'crack', fell to a February bottom below $13 a barrel as oversupply in the motor fuel forced U.S. refiners to cut output. There have also been reports that Vessels carrying gasoline-making components could not unload at New York Harbor due to a glut.
The 'crack spread' is nearing the critical area which would encourage refiners to dial back on production runs. This would further damage crude oil demand and likely lead to lower prices.
The weekly September gasoline chart clearly shows this market is pulling crude oil futures lower. Its main trend is down according to the weekly swing chart. The trend turned down this week when sellers took out the previous swing bottom at $1.4295.
Its main range is $1.1171 to $1.6344. Its retracement zone at $1.3758 to $1.3147 is the primary downside target. The upper or 50% level of this range at $1.3758 was tested on July 7.
We could see a technical bounce on the first test of $1.3758, but the downside momentum and the current fundamental picture suggests that any rally is not likely to last and that it will only create another shorting opportunity.
If sellers are able to sustain a move through 1.3758 then the next downside target comes in at $1.3147. If this price fails as support then we could see the start of an acceleration to the downside with a possible target of $1.2500 the week-ending August 19.
CONCLUSION
Crude oil prices have further downside potential over the next 6 weeks with the market primarily being driven by weak gasoline prices. Both markets are trading well below steep downtrending angles that are driving crude oil down by a rate of $1.00 per week from its June top and gasoline prices at a pace of $0.04 per week from its high the week-ending June 10.
Although both markets are in a position to test major retracement zones of their 2016 range, the markets could still trade through them and retest their contract lows later in the year if buyers don’t recognize these areas as value.
Overall, I have to conclude that crude oil and gasoline are in their potentially weakest position since January.
This guest article was written by James Hyerczyk, financial analyst at FX Empire.
September gasoline futures plunged last week to close at $1.3848, down $0.1352 or -8.89%. This was up from a low of $1.3672, which was its lowest level since April 7.
On Thursday, July 7, the market plunged 4.84% after the release of the U.S. Energy Information Administration’s weekly inventories report that was delayed one day because of the July 4 holiday.
According to the EIA, U.S. commercial crude stockpiles fell by 2.2 million barrels to a total of 524.4 million in the week through July 1. Traders were looking for a drawdown of 2.3 million barrels, far less than the 6.7 million-barrel draw reported by trade group the American Petroleum Institute for the same period on July 6.
Crude oil futures traders also reacted negatively to the EIA’s gasoline inventory drawdown that was just about a third of market expectations.
Helping to put a cap on crude oil recently has been the lack of demand for gasoline with many traders fearing a glut of the motor fuel, despite the busiest season for driving in the U.S. Thursday’s report confirmed this notion when the government report showed inventories fell less than expected, slipping 122,000 barrels versus forecasts of 353,000 barrels.
Crude oil futures were helped a little by the news that weekly U.S. production fell by 194,000 barrels per day, however many traders feel that monthly data that operates on a significant lag is more accurate.
The EIA report also showed that gasoline supplies rose by 46,000 barrels per day to more than 9.75 million barrels per day.
Crude oil has been struggling for several weeks to hold onto its gains. While many investors have been focusing on the traditional supply/demand fundamentals, the wildfires in Canada and the terrorist attacks in Nigeria, a steep drop in gasoline prices have been gnawing at crude oil support.
Profit for turning crude oil into gasoline, known as the gasoline 'crack', fell to a February bottom below $13 a barrel as oversupply in the motor fuel forced U.S. refiners to cut output. There have also been reports that Vessels carrying gasoline-making components could not unload at New York Harbor due to a glut.
The 'crack spread' is nearing the critical area which would encourage refiners to dial back on production runs. This would further damage crude oil demand and likely lead to lower prices.
The weekly September gasoline chart clearly shows this market is pulling crude oil futures lower. Its main trend is down according to the weekly swing chart. The trend turned down this week when sellers took out the previous swing bottom at $1.4295.
Its main range is $1.1171 to $1.6344. Its retracement zone at $1.3758 to $1.3147 is the primary downside target. The upper or 50% level of this range at $1.3758 was tested on July 7.
We could see a technical bounce on the first test of $1.3758, but the downside momentum and the current fundamental picture suggests that any rally is not likely to last and that it will only create another shorting opportunity.
If sellers are able to sustain a move through 1.3758 then the next downside target comes in at $1.3147. If this price fails as support then we could see the start of an acceleration to the downside with a possible target of $1.2500 the week-ending August 19.
CONCLUSION
Crude oil prices have further downside potential over the next 6 weeks with the market primarily being driven by weak gasoline prices. Both markets are trading well below steep downtrending angles that are driving crude oil down by a rate of $1.00 per week from its June top and gasoline prices at a pace of $0.04 per week from its high the week-ending June 10.
Although both markets are in a position to test major retracement zones of their 2016 range, the markets could still trade through them and retest their contract lows later in the year if buyers don’t recognize these areas as value.
Overall, I have to conclude that crude oil and gasoline are in their potentially weakest position since January.
James A. Hyerczyk is a financial analyst for FX Empire, a leading financial portal. James has worked as a fundamental and technical financial market analyst since 1982. His technical work features the pattern, price and time analysis techniques of W.D. Gann. James A. Hyerczyk is a senior analyst at FX Empire. He has worked as a fundamental and technical financial market analyst since 1982. His technical work features the pattern, price and time analysis techniques of W.D. Gann.
GCEX Secures MiCA Licence in Denmark as EU Crypto Regulation Takes Shape
Featured Videos
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.